Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement

Summary: NUMA-aware data placement and task scheduling for concurrent main-memory column-stores. Comparative evaluation shows unnecessary partitioning reduces throughput up to 70% and memory-heavy task stealing up to 58%, motivating adaptive, workload-aware design. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11023
Venue: VLDB
Year: 2015
Pagerank: 6.2878362e-05
Overall Rank: 4,277 | 70.28%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,503	BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications	2017	SIGMOD	0.0001161148
4,269	Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads	2021	SIGMOD	6.2950779e-05
4,490	Analyzing Efficient Stream Processing on Modern Hardware	2019	VLDB	6.137834e-05
5,111	Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores	2017	VLDB	5.6855393e-05
5,210	Self-Tuning Query Scheduling for Analytical Workloads	2021	SIGMOD	5.6244961e-05
5,670	BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures	2019	SIGMOD	5.3799054e-05
5,682	LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems	2022	SIGMOD	5.3752251e-05
7,864	Operational Analytics Data Management Systems	2016	VLDB	4.6284093e-05
9,939	Out-of-order Execution of Database Queries	2020	VLDB	4.2416883e-05
10,190	P-MOSS: Scheduling Main-Memory Indexes Over NUMA Servers Using Next Token Prediction	2026	SIGMOD	4.1905499e-05
11,874	JexLog: A Sonar for the Abyss	2016	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
88	The End of an Architectural Era (It's Time for a Complete Rewrite)	2007	VLDB	0.0005262025
241	DB2 with BLU Acceleration: So Much More than Just a Column Store	2013	VLDB	0.00031314629
307	SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units	2009	VLDB	0.00028226342
403	Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited	2014	VLDB	0.00024176677
417	Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age	2014	SIGMOD	0.00023734582
584	Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems	2012	VLDB	0.00019700451
1,223	Enhancements to SQL Server Column Stores	2013	SIGMOD	0.00013192321
1,540	NUMA-aware algorithms: the case of data shuffling	2013	CIDR	0.00011451745
4,609	Deployment of Query Plans on Multicores	2015	VLDB	6.0458679e-05
6,131	Data Mining with the SAP NetWeaver BI Accelerator	2006	VLDB	5.1930075e-05
9,068	How to Stop Under-Utilization and Love Multicores	2014	SIGMOD	4.398897e-05

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12,338	Adaptively Parallelizing Distributed Range Queries	2009	VLDB	4.1905499e-05
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6,538	Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities	2019	CIDR	5.0173391e-05
1,610	A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort	2014	SIGMOD	0.00011155922
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